An MCP server that sits between an AI agent and your project's developer tooling — tests, linters, type checkers, builds — and compresses noisy output into compact, actionable diagnostics.
When an AI agent runs a test suite or linter directly, it receives hundreds or thousands of lines of raw output that flood the context window. Signal solves this by running the command, storing the full log on disk, parsing errors with a language-aware adapter, grouping duplicates by normalized fingerprint, and returning only a structured summary. The model sees one line per error group instead of the full log.
huge logs → grouped errors → compact diagnostic → fewer tokens
Agent → run_check("backend_test")
→ Signal runs the command
→ stores full log on disk
→ parses errors with the configured adapter (auto-detected if not set)
→ groups duplicates by fingerprint
→ returns: N failing tests, M groups + raw_tail if nothing parsed
→ Agent fixes code
→ run_check again
→ diff_runs → "2 fixed, 1 persisting"
→ done
The model never sees the full log unless it explicitly requests a slice with get_log_slice.
npm install
npm run buildCreate a signal.config.json in your project root (see signal.config.example.json for reference):
{
"projects": {
"my-project": {
"root": "/path/to/my-project",
"checks": {
"test": {
"cmd": "npx vitest run"
},
"lint": {
"cmd": "pnpm exec biome check src --reporter json 2>&1"
}
}
}
}
}The adapter field is optional — Signal auto-detects the right adapter from the command (vitest, pytest, cargo test, eslint, etc.). Set it explicitly only when auto-detection would be wrong.
node dist/index.js install --config /path/to/signal.config.jsonOr add it manually to your ~/.claude.json:
{
"mcpServers": {
"signal": {
"type": "stdio",
"command": "node",
"args": ["/path/to/signal-mcp/dist/index.js"],
"env": {
"SIGNAL_CONFIG": "/path/to/signal.config.json"
}
}
}
}Signal auto-detects the active project from the working directory — it matches any subdirectory of a configured project root.
Use ${VAR} in any string field of signal.config.json to avoid hardcoding machine-specific values like Docker container names or paths:
{
"projects": {
"my-project": {
"root": "/path/to/my-project",
"checks": {
"test": {
"cmd": "docker exec ${APP_CONTAINER} pytest"
}
}
}
}
}Define the variables in the MCP server registration so each developer sets their own values without touching the shared config:
{
"mcpServers": {
"signal": {
"type": "stdio",
"command": "node",
"args": ["/path/to/signal-mcp/dist/index.js"],
"env": {
"SIGNAL_CONFIG": "/path/to/signal.config.json",
"APP_CONTAINER": "my-app-container-1"
}
}
}
}If a variable is not set, the literal ${VAR} is kept unchanged. Variables without braces ($VAR) are not interpolated.
| Tool | Description |
|---|---|
list_checks |
List all configured checks for the current project |
run_check |
Run a check and return the compact summary directly — no polling needed |
run_checks |
Run multiple checks in parallel and return all summaries at once |
start_check |
Start a check asynchronously. Returns run_id immediately |
get_run_status |
Get the status of a running or finished check |
get_run_summary |
Compact diagnostic: error groups with file/line occurrences |
diff_runs |
Compare two runs by fingerprint — shows what was fixed, what's new, what persists |
get_log_slice |
Read any line range from the raw log when more context is needed |
list_runs |
List recent runs, optionally filtered by check name |
rerun_failed |
Re-run a single failing test with verbose flags using the group fingerprint |
1. list_checks → discover available checks
2. run_check { name: "test" } → summary returned directly
3. (fix the errors)
4. run_check { name: "test" } → run again after the fix
5. diff_runs { check: "test" } → verify what changed
6. get_log_slice { run_id, stream } → zoom into raw log if needed
Run frontend and backend checks simultaneously:
run_checks { names: ["frontend_test", "backend_test"] } → both run in parallel, one summary per check
For long-running checks (E2E, integration):
1. start_check { name: "e2e" } → run_id returned immediately
2. get_run_status { run_id } → poll until status != "running"
3. get_run_summary { run_id } → read the compact diagnostic
get_run_summary and run_check accept these optional parameters:
| Option | Description |
|---|---|
max_groups |
Max error groups to return (default 5) |
max_occurrences |
Max occurrences per group (default 5) |
severity |
Filter by "error" or "warning" |
sort_by |
"count" (default — most frequent first), "last" (latest in log first, useful for cascading errors where the root cause appears last), "first" (earliest first) |
run_check also accepts:
| Option | Description |
|---|---|
max_wait_ms |
If the check exceeds this duration, return status: "running" with run_id instead of waiting |
When a check fails but the adapter parses zero errors (unrecognized output format), the summary automatically includes a raw_tail field with the last 30 lines of output — so the agent always has something actionable without needing get_log_slice.
For checks where order matters (clean → prepare → test):
{
"checks": {
"full": {
"steps": [
{ "name": "clean", "cmd": "rm -rf var/cache/*", "timeout_ms": 30000 },
{ "name": "prepare", "cmd": "bin/prepare-test-db", "timeout_ms": 120000 },
{ "name": "test", "cmd": "vendor/bin/behat", "timeout_ms": 300000 }
],
"fail_fast": true
}
}
}Each step gets its own adapter (auto-detected from cmd). get_run_summary returns which step failed and grouped errors from that step.
Signal auto-detects the adapter from the command — no need to set adapter explicitly for common tools.
| Adapter | Works with | Auto-detected from |
|---|---|---|
vitest |
Vitest | vitest in cmd |
jest |
Jest | jest in cmd |
pytest |
pytest — parses FAILED lines and traceback blocks |
pytest in cmd |
mocha |
Mocha N failing section |
mocha in cmd |
phpunit |
PHPUnit failure/error sections | phpunit in cmd |
phpstan |
PHPStan --error-format=json |
phpstan --error-format=json |
behat |
Behat "Failed scenarios:" block | behat in cmd |
pest |
Pest PHP ⨯ test name format |
pest in cmd |
phpspec |
PHPSpec failure blocks with spec class and line | phpspec in cmd |
rspec |
RSpec Failures: section with # file:line |
rspec in cmd |
eslint |
ESLint stylish multiline output | eslint in cmd |
biome |
Biome --reporter json output |
biome --reporter json |
rubocop |
RuboCop file:line:col: SEVERITY: Rule: msg |
rubocop in cmd |
bun_test |
Bun test runner ✗ test name format |
bun test in cmd |
go_test |
Go --- FAIL: TestName from go test ./... |
go test in cmd |
cargo_test |
Rust cargo test — panic sections with file/line |
cargo test in cmd |
cargo_clippy |
Rust cargo clippy — error[CODE]: + --> location |
cargo clippy in cmd |
playwright |
Playwright numbered failure blocks with browser tag | playwright in cmd |
cypress |
Cypress (Running: ...) blocks with numbered failures |
cypress in cmd |
json_log |
Structured JSON logs {"level":"error","message":"..."} |
— |
junit |
JUnit XML reports | — |
generic |
Any tool emitting file:line:col message — tsc, mypy, ruff, pyright, gcc, golangci-lint, and more |
fallback |
Adding an adapter is ~30–50 lines + tests. The interface is:
parse({ stdout, stderr, projectRoot }): ParsedError[]Errors are grouped by a 12-character SHA1 fingerprint:
- If a
symbolwas extracted (test name, function name):type:sym:<symbol> - Otherwise:
type:msg:<normalized_message>— quoted strings →<str>, paths →<path>, numbers →N
Errors that differ only in line numbers, paths, or quoted values collapse into one group. diff_runs compares fingerprints between runs to identify fixed vs. new vs. persisting errors.
.signal/runs/<check>_<timestamp>_<random>/
├── stdout.log
├── stderr.log
├── meta.json
└── steps/ # only for multi-step runs
├── 1-clean/
├── 2-prepare/
└── 3-test/
run_id is validated against ^[a-zA-Z0-9_-]+$ — path traversal is rejected before any disk I/O.
Runs are cleaned up automatically after each execution: the last 20 runs per check are kept, older ones are deleted.
| Field | Type | Default | Description |
|---|---|---|---|
cmd |
string | required | Shell command to run |
adapter |
string | auto-detected | Parser adapter name — omit to auto-detect from cmd |
timeout_ms |
number | 60000 |
Max execution time |
cwd |
string | project root | Working directory |
env |
object | — | Extra environment variables |
strip_path_prefix |
string | — | Strip this prefix from file paths in errors (useful for Docker paths) |
on_failure |
string | — | Command to run after a failure to capture extra context |
| Field | Type | Default | Description |
|---|---|---|---|
steps |
array | required | Ordered list of steps, each with per-step fields above |
fail_fast |
boolean | true |
Stop pipeline on first failing step |
npm test # run all tests (vitest)
npm run typecheck # tsc --noEmit
npm run build # compile to dist/Tests are colocated under tests/. Each adapter has its own .test.ts file.
MIT