BLA
BLA (Blind LLM Agents) is the open-source Blue Defense MCP and CLI built to protect software artifacts against automated AI reverse-engineering workflows.
Your AI agent says it did the right thing. Deedglass checks if it really did, and stops it if it didn't. Free to run on your own servers.
SecurityGo · TypeScriptGitHub @deedglassOnlineOwner unconfirmed
Have you tried it? One tap is enough. No sign-in needed.
An agent said it updated 1 row. Postgres changed 301. Deedglass checks what AI agents really did, enforces your rules, keeps signed records and has undo.
Taken from the repository README
Loading the full README.
Read the full README ↗npx -y deedglass
An app opens in your browser. It runs on your own computer, signed in, with no account, no sign-up and no Docker or database to set up, and nothing is sent to us. Choose who will use it (a clinic, hospital IT, or people building with AI), then connect Claude Desktop, Cursor, VS Code, a record system or a database. You need Node 18 or newer. Read Start here for a short tour, or try it without installing anything at deedglass.com/play.
For developers, three commands:
npx -y deedglass start # an agent reports 1 row, Postgres changed 301, and it's caught
npx -y deedglass protect # guard Claude Code, Cursor and other coding agents
npx -y deedglass help # the eight everyday commands; "help all" lists every command
Without Docker, start plays the same scene inside the binary, every line labelled live or
replay, in under 30 s. More: Quickstart ·
Docs · Healthcare ·
Benchmarks · Security · deedglass.com
Found it useful? A star helps other people find Deedglass. To hear about new releases, use Watch › Custom › Releases.
curl -fsSL https://deedglass.com/install.sh | sh # macOS and Linux: checks the sha256, copies deedglass into ~/.local/bin
npx -y deedglass help # or run it with no install (Node 18 or newer)
npm install -g deedglass # or install it from npm
| Other ways | Command |
|---|---|
| Binaries | archives for macOS, Linux and Windows on the latest release, with checksums.txt |
| Go | go install github.com/deedglass/deedglass/cmd/deedglass@latest (the CLI, without the Console) |
| Docker | build the image from a checkout: make web-build docker (tags deedglass:dev; Node 24 builds the Console) |
The install script downloads the release archive for your platform, checks its sha256 against the
release's checksums.txt (and the signature, when cosign is installed), and copies deedglass into
~/.local/bin; read it first: scripts/install.sh. It downloads from a copy
of the release on deedglass.com and falls back to GitHub: about 7 s on one network in India, where the
GitHub-only install took 81-119 s. A public container image is coming; until it's
published, build the image locally as above. Checksums, signatures and SBOMs:
docs/INSTALL.md.
docs/WITNESS_DEBEZIUM.md).npx deedglass health pilot
(the 15-minute hospital pilot).docs/LOCKDOWN.md). Records are signed and anyone can check them offline
with deedglass verify.CHANGELOG.md and on the
releases page. The deed format is a versioned
public spec (spec/), so old records keep verifying.GOVERNANCE.md). Replies are best effort (SUPPORT.md).ee/, and it runs on your
machines with your own Postgres. Nothing checks a licence and nothing is sent to deedglass.com
(Security).docs/LIMITATIONS.md and KNOWN_ISSUES.md.flowchart LR
A["AI agent<br/>Claude · OpenAI · Cursor · any MCP client"] -->|tool call + agent key| R
subgraph D["Deedglass · one binary + Postgres"]
R["1 · Rules<br/>allow · deny · ask a person"] --> X["2 · Run<br/>with credentials from the vault"]
X --> C["3 · Check<br/>what really changed"] --> S["4 · Seal<br/>a signed record"]
end
X --> T["Tools<br/>Postgres · FHIR · GitHub · Slack · Stripe · MCP servers"]
T -->|change log or read-back| C
S --> U["Undo<br/>Postgres rows, after a person countersigns"]
H[People] -->|approve · stop| R
Every tool call passes through Deedglass with the agent's key. Your rules (policies) decide allow,
deny or require_approval; Deedglass runs the call with credentials the agent never holds; the
check compares what happened with what was asked; and the outcome is sealed as a record in the org's
chain.
| Level | What it checks | What it can't see |
|---|---|---|
| Claimed | The tool's own answer, against a schema and your postconditions | Whether the answer is true |
| Checked | A read-back from the target (GitHub, Slack, Stripe, Notion, REST, Postgres rows) | Side effects the read-back doesn't cover |
| Proven | Postgres's change log (logical decoding): every row the transaction committed | DDL, sequences, unlogged tables and anything outside that database's WAL |
Each record claims one level and one result: Matches, Doesn't match or Can't check. When
Deedglass can't tell whether a tool ran, the result is Can't check, never Matches. The API keeps
the short names (L0/L1/L2, VERIFIED/MISMATCH/UNVERIFIABLE); the
glossary maps them.
What an agent reports is not always what the system stored, and a log the agent writes itself can't
show the difference. An agent was asked to mark order 42 as shipped. It ran one UPDATE and its tool reported 1 row. A
legacy trigger shipped 300 more orders in the same transaction. This is the real output of the
Quickstart's last step on 2026-10-14 (shortened where you see …):
$ npx -y deedglass init --trigger
…
✕ UPDATE order 42 Proven · Doesn't match · Postgres changed 301 rows in public.orders. The agent reported 1.
expected UPDATE 1 row in public.orders where id = 42 · sets status
observed UPDATE 301 rows in public.orders · 300 outside id = 42
…
✓ Trigger off orders_ship_open_batch dropped
✓ Undo preview Undo available · 301 rows in public.orders · 301 updates
policy undo-needs-approval · a person countersigns first
The agent's log says 1 row. Deedglass read Postgres's own change log for that transaction, found 301, sealed the difference as a record, and planned an undo from those rows that runs only after a person countersigns.
Docker running with about 2 GiB of free disk, Node 18 or newer, and macOS or Linux, then (from the
tested Quickstart). On Windows, npx deedglass runs the
native Windows binary, no WSL needed; deedglass init uses Docker on macOS and Linux, so on Windows
start with npx deedglass app, which needs no Docker:
mkdir acme-agents && cd acme-agents
npx -y deedglass init --yes
npx -y deedglass doctor
npx -y deedglass init --trigger
deedglass init starts two Postgres 18.6 containers in Docker (Deedglass's own database and a demo
database), runs deedglass serve on 127.0.0.1:8080, creates an org, an agent and the
postgres-check policy (reads and writes run, every write is checked at Proven, DROP and
TRUNCATE never run; use postgres-safe in production, where writes wait for a person), and ends
with a blocked DROP TABLE and an UPDATE checked at Proven. deedglass doctor runs seventeen
read-only checks, each with its fix. deedglass init --trigger turns on the demo database's legacy
trigger, sends the same one-row UPDATE, and ends on the 301-row mismatch and the undo preview shown
above. Its last line is the undo run command; the undo waits for a person, and undo run prints
the approve link.
Port 8080 or 55432 taken? npx -y deedglass init --yes --listen 127.0.0.1:8090 --pg-port 55440
(--listen is where deedglass serve listens; --pg-port is Deedglass's own Postgres, and the
demo database takes the port 10 above it). Every later command run in that directory finds the
ports in .deedglass/stack.json. npx -y deedglass init --purge removes the containers, the
volumes and the files in .deedglass/ when you're done.
Protect every agent in one command: npx deedglass protect adds the shell guard to Claude Code,
Cursor, Codex CLI, Gemini CLI and GitHub Copilot CLI, so a command such as railway volume delete,
supabase db reset --linked or terraform destroy waits for your yes (Codex and Gemini CLI deny it
instead). It backs up each file first and --undo puts them back: a second check, not a sandbox
(docs/protect.md).
Then put your own Postgres behind it (Supabase, Neon or any Postgres 16 to 18): npx -y deedglass connect "$DATABASE_URL" runs read-only checks and prints a plan; --apply sets it up
(guide).
| Command | What it needs | What leaves your machine | |
|---|---|---|---|
| In your browser | deedglass.com/play | A browser tab. Postgres runs in the page; it opens on the "said 1, changed 301" scene. | Nothing |
| In your terminal | npx deedglass play | Node, and deedglass 0.1.1 or newer from npm. No Docker. The rules decide each call live and the records are sealed and checked on your machine; Postgres's lines are replayed from a recorded real run, and labelled as such. | Nothing |
| Scan your setup | npx deedglass scan | Node. Reads your MCP configs and, if you name one, a database catalog, read-only. Grades what your agents could change, A to F. | Nothing, apart from read-only catalog queries to a database you name |
| Observe mode | deedglass observe run --connector pg-demo -- ./agent.sh | A Postgres connector with observe on. Nothing to rewire: it reads Postgres's change log beside whatever gate you already use. | Nothing |
When a scan finds a trigger or a cascade on a table your agent can write, it says so and points to the 301 scene. Observe mode is below.
deedglass observe run --connector pg-demo -- ./agent.sh # open a watched session, run the agent, close it
deedglass observe show obs_01k… --undo-sql # the undo as SQL you review and run (free)
deedglass observe run --connector dev --undo-sql ~/deedglass-undo -- claude # watch a Claude Code session, shell included
Turn it on with witness.observe.enabled: true in the connector's config. Observe mode reads only
Postgres's change log, through the role and replication slot that deedglass connector postgres init
creates, so it works beside any gate you already use, or none.
It shows every row committed on the watched tables while the session was open and seals the session
as a record. It can't tell which program wrote a row, so a session gets no Matches or Doesn't match
verdict; row images are kept 30 days; a TRUNCATE can't be undone from the record. Undo SQL is free,
and so is a one-step undo through Deedglass: every feature is free while we grow. Details: docs/OBSERVE.md.
Install in VS Code · LM Studio · Goose · Claude Desktop · Every client
claude mcp add --scope user deedglass -- npx -y deedglass mcp serve
No link holds a key. Run npx deedglass init first; each client asks Deedglass for the key it wrote.
Claude Code plugin (the MCP server, the /deedglass:scan, /deedglass:wrap and
/deedglass:watch commands, and skills for reading a scan and for giving an agent Postgres access
safely), from this repo's own marketplace:
/plugin marketplace add deedglass/deedglass
/plugin install deedglass@deedglass
Every format, with its source: docs/INSTALL_CLIENTS.md.
@deedglass/sdk, with adapters for the AI SDK, the OpenAI Agents SDK, LangChain and the Claude Agent SDK.deedglass, with LangChain and Claude Agent SDK adapters. It isn't on PyPI yet; install it
from this repo or from a release's wheel (docs/SDK_PYTHON.md).github.com/deedglass/deedglass/pkg/deedglass.deedglass mcp wrap governs any stdio MCP server; deedglass mcp serve governs remote ones
for Claude Desktop, Claude Code, Cursor, VS Code and Windsurf.Postgres (Proven), REST, GitHub, Slack, Stripe (test mode only), Gmail drafts, Notion and remote MCP
servers. Credentials live in an encrypted vault; every outbound call goes through one egress door.
See docs/CONNECTORS.md.
Each benchmark publishes what Deedglass misses next to what it catches.
| Benchmark | Caught | Missed | Source |
|---|---|---|---|
| Postgres: 12 synthetic cases, 11 where the agent's report was wrong | 5 of 11 | 6 (in 2 of them it said it can't check); 0 false alarms | corpus/results/latest.md |
| FHIR on Medplum 5.2.6: 17 scenarios, 11 where the report and what the server stored differ | 4 of 11 (no checker, or trusting the HTTP status: 0 of 11) | 7; 0 false alarms on the 6 controls | corpus/fhir/results/latest.md |
Every scenario, with the misses named: corpus/BENCHMARK.md,
corpus/fhir/BENCHMARK.md and deedglass.com/benchmark.
Speed:
| What | Measured | Target |
|---|---|---|
| Gate · allow, no witness | p50 5.81 ms · p99 19.4 ms | p50 < 5 ms · p99 < 25 ms (p50 missed) |
| Policy · 50 rules | p99 148 µs | p99 < 1 ms |
| Witness · L2 at 100 writes/s | p50 118 ms · p99 317 ms | p50 < 1 s |
| Verify · 100,000 deeds | 1.53 s · 80.9 MiB | < 5 s · < 256 MiB |
| Stop · across 2 instances | max 23.5 ms over 20 trials | < 2 s |
How they were measured, and the misses: docs/BENCHMARKS.md.
wal_level=logical and REPLICA IDENTITY FULL on watched tables.The whole list, with workarounds: docs/LIMITATIONS.md and KNOWN_ISSUES.md.
You may not need Deedglass, or you may want it next to one of these. Each has a longer page, with sources and the date each was checked, at deedglass.com/compare.
| If you need | Use this | Where Deedglass fits |
|---|---|---|
| An agent that only reads | A Postgres role with SELECT and nothing else. It can't change data whatever the agent sends, and there's nothing to install. | You don't need it. It's for agents that must write. (compare) |
| A place for an agent to try changes | A database branch: a Neon branch is a copy-on-write clone of your data; Supabase branches start without production data by default. | For the writes that must reach production: rules first, then the check and the record. (compare) |
| Routing, isolation and credentials for many MCP servers | An MCP gateway, such as Docker's, which runs each server in an isolated container and injects credentials. | Behind the gateway, for the servers that write to Postgres. (compare) |
| Traces of each step, and evaluations | Langfuse or LangSmith. | Next to them: a trace is the agent's side of the story; the check reads what Postgres committed. (compare) |
| Rules at the wire for Postgres, Kubernetes and HTTP | Claw Patrol, which gates each action against rules over the parsed traffic. | It also decides first; it adds the check of what Postgres committed, records anyone can check offline, and undo. (compare) |
| Scanning what an agent sends out and what its tools return | Pipelock, an agent firewall that scans MCP traffic in both directions. | It adds the check of what Postgres committed after each call, and undo for the rows. (compare) |
The attack suite runs 82 cases against a real server and real Postgres on every release candidate:
82 matched, 0 differ (attack/results/latest.json, docs/ATTACK_SUITE.md).
Another 23 library- and CLI-level cases (groups Y and T: crypto agility, the A2A proxy, the Debezium
witness, the shell guard, timestamps) run with go test ./attack on every pull request.
Report a vulnerability privately: SECURITY.md.
Every feature is free while we grow, so nothing checks a licence and nothing is sent to deedglass.com: the scan reads files on your machine and, with --postgres-dsn-env, connects only to the database you name. The deedglass licence commands, kept for a later paid option, are the only ones that call Dodo Payments or deedglass.com, and only when you run them; DEEDGLASS_NO_NETWORK=1 stops those calls. deedglass version --check and the --latest option of deedglass policy install and policy packs contact GitHub when you use them. Head timestamps are off by default; with TSAs or a transparency service listed in deedglass.yaml, deedglass deeds timestamp and each export contact only those.
How the licence path works if a later build asks for a key:
docs/LICENSING.md.
docs/Read CONTRIBUTING.md: make dev, make ci, the tests a change needs, and DCO
sign-off (git commit -s). Questions go to Discussions (SUPPORT.md); how decisions
are made is in GOVERNANCE.md.
If Deedglass showed you something your logs didn't, a GitHub star helps other people find it.
The core, the SDKs and the CLI are Apache-2.0. The features in ee/ are FSL-1.1-ALv2 (free to use while we grow), and each release of them becomes Apache-2.0 two years after it ships. The release binary, the @deedglass/cli-* npm packages and the container image include ee/, so their licence is Apache-2.0 AND FSL-1.1-ALv2.
FSL-1.1-ALv2 lets you read, run and change ee/ for anything except offering a competing product
(ee/LICENSE); everything Deedglass does for safety is free and outside ee/
(docs/LICENSING.md). The rest is LICENSE; third-party notices
are in NOTICE. Forks are welcome under a new name: TRADEMARKS.md.
The record spec (spec/: the deed format and the export bundle) and the intent-vs-effect
corpus (corpus/) are published under CC-BY-4.0, so anyone can implement, copy or
adapt them with credit.
In plain words (a summary, not legal advice; the licence files govern):
| Question | Answer |
|---|---|
Can a company, hospital or project run all of Deedglass, including ee/, for free? | Yes. Self-hosted, every feature, no licence key. |
| Can I read and change the code? | Yes. The core is Apache-2.0. ee/ is FSL-1.1-ALv2, which allows changes for any purpose except a competing product. |
| What isn't allowed? | Offering ee/, or something built from it, to others as a commercial product or service that competes with Deedglass. Each ee/ release drops that limit when it becomes Apache-2.0, two years after it ships. |
| Can I implement the record format myself? | Yes. spec/ is CC-BY-4.0: implement, copy or adapt it with credit. |
SECURITY.md · lockdown · attack suite · limitations · verifying recordsCONTRIBUTING.md · good first issues · Discussions